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AI Workflows - Page 14
How engineering teams turn AI tools into repeatable work. Curated tldw.news briefings about ai workflows, with practical engineering takeaways from long-form AI and developer-tool videos.
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Y CombinatorGusto’s AI Agent Launch Proves Small, Process-less Teams Ship Fast
Gusto shipped an AI co-founder for SMBs; the real lesson is how a 5-person team built it in 10 weeks with no meetings or specs, using Claude Code.
AI EngineerStop Inventing Bad Scripting Languages with Agent Tools
Swapping 15 spreadsheet tools for a JavaScript REPL with state lifted agent accuracy from 50% to 92%. The lesson: stop building bad scripting languages.
AI EngineerStatic Harnesses Fail in Complex Real-World AI—Adaptive Engineering Needed
Fixed harnesses break in real-world complexity; adaptive engineering lets the harness self-organize, trading predictability for resilience.
AI EngineerThe Agents Aren't Bad, Their Search Queries Are Broken
Why do capable LLMs fumble complex search tasks? It’s not reasoning, but retrieval. A new agent harness teaches natural queries, closing the gap.
AI EngineerYour Agent Architecture Might Matter More Than the Model
Harness design can add 20+ points to agents. This talk explores if architecture investment, not models, could slash costs and lock-in — demo early-stage.
AI EngineerWhy Human Reviewers Rubber-Stamp AI—And How to Stop It
Duolingo proctors accepted 50% of false AI flags. A copy change raised rejection 21 pts. Design AI interactions for discernment, or humans become rubber stamps.
Theo - t3․ggOpen-weight models won’t run on your laptop—and that’s fine
Local AI enthusiasts dream of frontier models, but GLM 5.2 needs 400GB+ VRAM. The real value of open-weight is competitive cloud inference.
AI EngineerPer-User Software: The Pipeline’s Death Knell
CI/CD pipelines assume one frozen artifact; AI enables per-user adaptive software, but testing and governance remain unsolved.
AI EngineerWhen Designers Ship Code: Role Transformation, Not Just Speed
Automattic’s radical experiment turned designers into design engineers and engineers into enablers. The secret wasn’t just AI, but agency and infrastructure.
Google for DevelopersStateful AI Media Pipelines Are the Real Story in Google’s GenMedia Workshop
Google’s GenMedia workshop shows stateful APIs chaining image, video, music, and speech—making AI a composable pipeline, but production readiness varies.
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